Pandas Profiling Report

Dataset statistics

Number of variables	26
Number of observations	37687
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	9.8 MiB
Average record size in memory	272.4 B

Variable types

Numeric	20
Categorical	6

Warnings

`cand_id` has a high cardinality: 37687 distinct values	High cardinality
`sumClassADonation` is highly correlated with `maxClassADonation`	High correlation
`sumClassBDonation` is highly correlated with `maxClassBDonation`	High correlation
`sumClassDDonation` is highly correlated with `maxClassDDonation`	High correlation
`maxClassADonation` is highly correlated with `sumClassADonation`	High correlation
`maxClassBDonation` is highly correlated with `sumClassBDonation`	High correlation
`maxClassDDonation` is highly correlated with `sumClassDDonation`	High correlation
`NetWorth` is highly skewed (γ1 = 96.39810349)	Skewed
`sumClassADonation` is highly skewed (γ1 = 114.871994)	Skewed
`sumClassBDonation` is highly skewed (γ1 = 133.7955175)	Skewed
`sumClassCDonation` is highly skewed (γ1 = 26.65834009)	Skewed
`sumClassDDonation` is highly skewed (γ1 = 134.5664897)	Skewed
`maxClassADonation` is highly skewed (γ1 = 110.0947824)	Skewed
`maxClassBDonation` is highly skewed (γ1 = 132.1183179)	Skewed
`maxClassCDonation` is highly skewed (γ1 = 31.02000162)	Skewed
`maxClassDDonation` is highly skewed (γ1 = 115.9107361)	Skewed
`sumCauseEDonations` is highly skewed (γ1 = 21.28377585)	Skewed
`rolling_avg` is highly skewed (γ1 = 65.93294395)	Skewed
`cand_id` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`cand_id` has unique values	Unique
`totalHouseholdDebt` has 6437 (17.1%) zeros	Zeros
`primaryPropertyLoanToValue` has 7240 (19.2%) zeros	Zeros
`propertyCount` has 918 (2.4%) zeros	Zeros
`sumCauseADonations` has 33076 (87.8%) zeros	Zeros
`sumCauseBDonations` has 36434 (96.7%) zeros	Zeros
`sumCauseCDonations` has 25658 (68.1%) zeros	Zeros
`sumCauseDDonations` has 29795 (79.1%) zeros	Zeros
`sumCauseEDonations` has 37580 (99.7%) zeros	Zeros

Reproduction

Analysis started	2021-03-23 16:26:54.309353
Analysis finished	2021-03-23 16:27:42.271570
Duration	47.96 seconds
Software version	pandas-profiling v2.11.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	37687
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	30978.7358
Minimum	0
Maximum	74602
Zeros	1
Zeros (%)	< 0.1%
Memory size	294.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1977.3
Q1	9978.5
median	19936
Q3	61033
95-th percentile	72717.7
Maximum	74602
Range	74602
Interquartile range (IQR)	51054.5

Descriptive statistics

Standard deviation	25695.3097
Coefficient of variation (CV)	0.8294499126
Kurtosis	-1.286806854
Mean	30978.7358
Median Absolute Deviation (MAD)	14304
Skewness	0.5815111918
Sum	1167495616
Variance	660248940.5
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
821	1	< 0.1%
72746	1	< 0.1%
19228	1	< 0.1%
17181	1	< 0.1%
23326	1	< 0.1%
21279	1	< 0.1%
41761	1	< 0.1%
45859	1	< 0.1%
60200	1	< 0.1%
Other values (37677)	37677	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
74602	1	< 0.1%
74601	1	< 0.1%
74600	1	< 0.1%
74599	1	< 0.1%
74598	1	< 0.1%
74597	1	< 0.1%
74596	1	< 0.1%
74595	1	< 0.1%
74594	1	< 0.1%
74593	1	< 0.1%

cand_id
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	37687
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	2.6 MiB

candidate_818	1
candidate_7569	1
candidate_99580	1
candidate_6108	1
candidate_100024	1
Other values (37682)	37682

Length

Max length	16
Median length	16
Mean length	15.37092366
Min length	11

Characters and Unicode

Total characters	579284
Distinct characters	18
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	37687 ?
Unique (%)	100.0%

Sample

1st row	candidate_0
2nd row	candidate_1
3rd row	candidate_10
4th row	candidate_100
5th row	candidate_1000

Value	Count	Frequency (%)
candidate_818	1	< 0.1%
candidate_7569	1	< 0.1%
candidate_99580	1	< 0.1%
candidate_6108	1	< 0.1%
candidate_100024	1	< 0.1%
candidate_101551	1	< 0.1%
candidate_106689	1	< 0.1%
candidate_7029	1	< 0.1%
candidate_93449	1	< 0.1%
candidate_125551	1	< 0.1%
Other values (37677)	37677	> 99.9%

Histogram of lengths of the category

Value	Count	Frequency (%)
candidate_818	1	< 0.1%
candidate_7569	1	< 0.1%
candidate_99580	1	< 0.1%
candidate_6108	1	< 0.1%
candidate_100024	1	< 0.1%
candidate_101551	1	< 0.1%
candidate_106689	1	< 0.1%
candidate_7029	1	< 0.1%
candidate_93449	1	< 0.1%
candidate_125551	1	< 0.1%
Other values (37677)	37677	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
a	75374	13.0%
d	75374	13.0%
1	44963	7.8%
c	37687	6.5%
n	37687	6.5%
i	37687	6.5%
t	37687	6.5%
e	37687	6.5%
_	37687	6.5%
9	22847	3.9%
Other values (8)	134604	23.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	339183	58.6%
Decimal Number	202414	34.9%
Connector Punctuation	37687	6.5%

Most frequent character per category

Value	Count	Frequency (%)
1	44963	22.2%
9	22847	11.3%
2	22470	11.1%
0	21566	10.7%
8	15536	7.7%
3	15117	7.5%
7	15073	7.4%
4	14975	7.4%
5	14969	7.4%
6	14898	7.4%

Value	Count	Frequency (%)
a	75374	22.2%
d	75374	22.2%
c	37687	11.1%
n	37687	11.1%
i	37687	11.1%
t	37687	11.1%
e	37687	11.1%

Value	Count	Frequency (%)
_	37687	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	339183	58.6%
Common	240101	41.4%

Most frequent character per script

Value	Count	Frequency (%)
1	44963	18.7%
_	37687	15.7%
9	22847	9.5%
2	22470	9.4%
0	21566	9.0%
8	15536	6.5%
3	15117	6.3%
7	15073	6.3%
4	14975	6.2%
5	14969	6.2%

Value	Count	Frequency (%)
a	75374	22.2%
d	75374	22.2%
c	37687	11.1%
n	37687	11.1%
i	37687	11.1%
t	37687	11.1%
e	37687	11.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	579284	100.0%

Most frequent character per block

Value	Count	Frequency (%)
a	75374	13.0%
d	75374	13.0%
1	44963	7.8%
c	37687	6.5%
n	37687	6.5%
i	37687	6.5%
t	37687	6.5%
e	37687	6.5%
_	37687	6.5%
9	22847	3.9%
Other values (8)	134604	23.2%

totalHouseholdDebt
Real number (ℝ_≥0)

ZEROS

Distinct	18866
Distinct (%)	50.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.400261735
Minimum	0
Maximum	7.226079549
Zeros	6437
Zeros (%)	17.1%
Memory size	294.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.50571275
median	5.266727817
Q3	5.609055742
95-th percentile	6.034610167
Maximum	7.226079549
Range	7.226079549
Interquartile range (IQR)	1.103342992

Descriptive statistics

Standard deviation	2.060761799
Coefficient of variation (CV)	0.4683270957
Kurtosis	0.6478226791
Mean	4.400261735
Median Absolute Deviation (MAD)	0.4335998374
Skewness	-1.525320715
Sum	165832.664
Variance	4.246739191
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6437	17.1%
5.707910666	74	0.2%
5.477121255	57	0.2%
5	51	0.1%
5.698970004	50	0.1%
5.397940009	49	0.1%
4.698970004	41	0.1%
5.602059991	38	0.1%
5.301029996	36	0.1%
5.707570176	34	0.1%
Other values (18856)	30820	81.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6437	17.1%
1.924279286	1	< 0.1%
2.176091259	2	< 0.1%
2.28780173	1	< 0.1%
2.625312451	2	< 0.1%
2.626340367	1	< 0.1%
2.693726949	1	< 0.1%
2.702430536	2	< 0.1%
2.717670503	2	< 0.1%
2.787460475	2	< 0.1%

Value	Count	Frequency (%)
7.226079549	1	< 0.1%
7.156278223	2	< 0.1%
7.058077538	1	< 0.1%
7.054663796	2	< 0.1%
7.016723543	1	< 0.1%
6.949908849	1	< 0.1%
6.925841227	1	< 0.1%
6.911217713	2	< 0.1%
6.907540501	2	< 0.1%
6.898342757	1	< 0.1%

primaryPropertyLoanToValue
Real number (ℝ_≥0)

ZEROS

Distinct	21367
Distinct (%)	56.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2187765836
Minimum	0
Maximum	2.266595909
Zeros	7240
Zeros (%)	19.2%
Memory size	294.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.02120021324
median	0.1480936533
Q3	0.3490396387
95-th percentile	0.6705787503
Maximum	2.266595909
Range	2.266595909
Interquartile range (IQR)	0.3278394254

Descriptive statistics

Standard deviation	0.2304396471
Coefficient of variation (CV)	1.053310383
Kurtosis	2.839515297
Mean	0.2187765836
Median Absolute Deviation (MAD)	0.147488224
Skewness	1.3981127
Sum	8245.033105
Variance	0.05310243096
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7240	19.2%
0.24673564	5	< 0.1%
0.02414717349	5	< 0.1%
0.5190611872	4	< 0.1%
0.1471873407	4	< 0.1%
0.09491013872	4	< 0.1%
0.2230651264	4	< 0.1%
0.07215954126	4	< 0.1%
0.08841436726	4	< 0.1%
0.08042203742	4	< 0.1%
Other values (21357)	30409	80.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7240	19.2%
4.445629946 × 10⁷	2	< 0.1%
4.81000481 × 10⁷	1	< 0.1%
6.176652254 × 10⁷	1	< 0.1%
8.582401785 × 10⁷	1	< 0.1%
8.930349525 × 10⁷	1	< 0.1%
9.081860256 × 10⁷	2	< 0.1%
9.221731933 × 10⁷	1	< 0.1%
9.247477288 × 10⁷	2	< 0.1%
1.03409729 × 10⁶	2	< 0.1%

Value	Count	Frequency (%)
2.266595909	1	< 0.1%
1.899355888	1	< 0.1%
1.877921993	1	< 0.1%
1.877004219	1	< 0.1%
1.844859098	1	< 0.1%
1.838610562	1	< 0.1%
1.819410479	1	< 0.1%
1.812658892	1	< 0.1%
1.792888833	2	< 0.1%
1.770698295	2	< 0.1%

primaryPropertyValue
Real number (ℝ_≥0)

Distinct	21215
Distinct (%)	56.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1247840.017
Minimum	1
Maximum	27567207
Zeros	0
Zeros (%)	0.0%
Memory size	294.6 KiB

Quantile statistics

Minimum	1
5-th percentile	361000
Q1	649934
median	937640
Q3	1473271.5
95-th percentile	3002296.5
Maximum	27567207
Range	27567206
Interquartile range (IQR)	823337.5

Descriptive statistics

Standard deviation	1118399.591
Coefficient of variation (CV)	0.8962684119
Kurtosis	58.16906907
Mean	1247840.017
Median Absolute Deviation (MAD)	352917
Skewness	5.247990501
Sum	4.702734673 × 10¹⁰
Variance	1.250817644 × 10¹²
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	173	0.5%
661178	22	0.1%
613000	20	0.1%
620000	17	< 0.1%
608000	17	< 0.1%
622000	17	< 0.1%
569000	17	< 0.1%
719000	17	< 0.1%
934000	17	< 0.1%
694000	16	< 0.1%
Other values (21205)	37354	99.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	173	0.5%
20000	1	< 0.1%
21840	1	< 0.1%
22760	2	< 0.1%
24241	2	< 0.1%
24559	2	< 0.1%
25339	2	< 0.1%
25426	2	< 0.1%
27211	1	< 0.1%
29628	1	< 0.1%

Value	Count	Frequency (%)
27567207	1	< 0.1%
26040172	2	< 0.1%
22264000	1	< 0.1%
22213500	1	< 0.1%
19087057	2	< 0.1%
18604188	1	< 0.1%
16203797	2	< 0.1%
16033333	2	< 0.1%
15842924	1	< 0.1%
15564521	2	< 0.1%

propertyCount
Real number (ℝ_≥0)

ZEROS

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.39233688
Minimum	0
Maximum	26
Zeros	918
Zeros (%)	2.4%
Memory size	294.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	3
Maximum	26
Range	26
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.9419395363
Coefficient of variation (CV)	0.6765169764
Kurtosis	37.81122818
Mean	1.39233688
Median Absolute Deviation (MAD)	0
Skewness	3.855366455
Sum	52473
Variance	0.88725009
Monotocity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
1	27139	72.0%
2	6183	16.4%
3	1999	5.3%
0	918	2.4%
4	789	2.1%
5	381	1.0%
6	184	0.5%
7	50	0.1%
8	15	< 0.1%
9	14	< 0.1%
Other values (6)	15	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	918	2.4%
1	27139	72.0%
2	6183	16.4%
3	1999	5.3%
4	789	2.1%
5	381	1.0%
6	184	0.5%
7	50	0.1%
8	15	< 0.1%
9	14	< 0.1%

Value	Count	Frequency (%)
26	1	< 0.1%
21	2	< 0.1%
20	1	< 0.1%
12	4	< 0.1%
11	4	< 0.1%
10	3	< 0.1%
9	14	< 0.1%
8	15	< 0.1%
7	50	0.1%
6	184	0.5%

isClassADonor
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

0.0	37658
1.0	29

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	113061
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Value	Count	Frequency (%)
0.0	37658	99.9%
1.0	29	0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
0.0	37658	99.9%
1.0	29	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	75345	66.6%
.	37687	33.3%
1	29	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	75374	66.7%
Other Punctuation	37687	33.3%

Most frequent character per category

Value	Count	Frequency (%)
0	75345	> 99.9%
1	29	< 0.1%

Value	Count	Frequency (%)
.	37687	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	113061	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	75345	66.6%
.	37687	33.3%
1	29	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	113061	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	75345	66.6%
.	37687	33.3%
1	29	< 0.1%

isClassBDonor
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

1.0	19305
0.0	18382

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	113061
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	0.0

Value	Count	Frequency (%)
1.0	19305	51.2%
0.0	18382	48.8%

Histogram of lengths of the category

Value	Count	Frequency (%)
1.0	19305	51.2%
0.0	18382	48.8%

Most occurring characters

Value	Count	Frequency (%)
0	56069	49.6%
.	37687	33.3%
1	19305	17.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	75374	66.7%
Other Punctuation	37687	33.3%

Most frequent character per category

Value	Count	Frequency (%)
0	56069	74.4%
1	19305	25.6%

Value	Count	Frequency (%)
.	37687	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	113061	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	56069	49.6%
.	37687	33.3%
1	19305	17.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	113061	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	56069	49.6%
.	37687	33.3%
1	19305	17.1%

isClassCDonor
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

0.0	27731
1.0	9956

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	113061
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	0.0
4th row	1.0
5th row	0.0

Value	Count	Frequency (%)
0.0	27731	73.6%
1.0	9956	26.4%

Histogram of lengths of the category

Value	Count	Frequency (%)
0.0	27731	73.6%
1.0	9956	26.4%

Most occurring characters

Value	Count	Frequency (%)
0	65418	57.9%
.	37687	33.3%
1	9956	8.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	75374	66.7%
Other Punctuation	37687	33.3%

Most frequent character per category

Value	Count	Frequency (%)
0	65418	86.8%
1	9956	13.2%

Value	Count	Frequency (%)
.	37687	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	113061	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	65418	57.9%
.	37687	33.3%
1	9956	8.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	113061	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	65418	57.9%
.	37687	33.3%
1	9956	8.8%

isClassDDonor
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

0.0	30694
1.0	6993

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	113061
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	1.0

Value	Count	Frequency (%)
0.0	30694	81.4%
1.0	6993	18.6%

Histogram of lengths of the category

Value	Count	Frequency (%)
0.0	30694	81.4%
1.0	6993	18.6%

Most occurring characters

Value	Count	Frequency (%)
0	68381	60.5%
.	37687	33.3%
1	6993	6.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	75374	66.7%
Other Punctuation	37687	33.3%

Most frequent character per category

Value	Count	Frequency (%)
0	68381	90.7%
1	6993	9.3%

Value	Count	Frequency (%)
.	37687	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	113061	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	68381	60.5%
.	37687	33.3%
1	6993	6.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	113061	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	68381	60.5%
.	37687	33.3%
1	6993	6.2%

NetWorth
Real number (ℝ_≥0)

SKEWED

Distinct	26265
Distinct (%)	69.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4427231.996
Minimum	1
Maximum	3246185623
Zeros	0
Zeros (%)	0.0%
Memory size	294.6 KiB

Quantile statistics

Minimum	1
5-th percentile	464738.6
Q1	1088610
median	2104011
Q3	4552962
95-th percentile	13687895
Maximum	3246185623
Range	3246185622
Interquartile range (IQR)	3464352

Descriptive statistics

Standard deviation	27325480.11
Coefficient of variation (CV)	6.172136481
Kurtosis	10841.89412
Mean	4427231.996
Median Absolute Deviation (MAD)	1262772
Skewness	96.39810349
Sum	1.668490922 × 10¹¹
Variance	7.466818632 × 10¹⁴
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	10	< 0.1%
40708704	5	< 0.1%
1080105	5	< 0.1%
831825	5	< 0.1%
1131533	5	< 0.1%
1455743	5	< 0.1%
1025425	5	< 0.1%
333800	4	< 0.1%
1039767	4	< 0.1%
2715738	4	< 0.1%
Other values (26255)	37635	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	10	< 0.1%
5007	1	< 0.1%
14825	1	< 0.1%
24779	1	< 0.1%
28392	2	< 0.1%
30036	1	< 0.1%
36692	1	< 0.1%
39650	1	< 0.1%
40912	1	< 0.1%
41408	1	< 0.1%

Value	Count	Frequency (%)
3246185623	2	< 0.1%
1329900581	1	< 0.1%
1168902604	2	< 0.1%
520465829	1	< 0.1%
449981617	2	< 0.1%
276461749	2	< 0.1%
266394407	2	< 0.1%
261052408	2	< 0.1%
192300534	1	< 0.1%
175155473	2	< 0.1%

sumClassADonation
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1300.606071
Minimum	1
Maximum	14172001
Zeros	0
Zeros (%)	0.0%
Memory size	294.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	14172001
Range	14172000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	111146.9812
Coefficient of variation (CV)	85.45783666
Kurtosis	14206.91804
Mean	1300.606071
Median Absolute Deviation (MAD)	0
Skewness	114.871994
Sum	49015941
Variance	1.235365142 × 10¹⁰
Monotocity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
1	37658	99.9%
846105	2	< 0.1%
305001	2	< 0.1%
5255	2	< 0.1%
3030828	2	< 0.1%
289058	2	< 0.1%
5001	2	< 0.1%
155001	2	< 0.1%
437494	2	< 0.1%
4600001	2	< 0.1%
Other values (7)	11	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	37658	99.9%
3001	2	< 0.1%
5001	2	< 0.1%
5255	2	< 0.1%
6001	1	< 0.1%
10001	1	< 0.1%
25001	2	< 0.1%
107393	2	< 0.1%
155001	2	< 0.1%
289058	2	< 0.1%

Value	Count	Frequency (%)
14172001	2	< 0.1%
4600001	2	< 0.1%
3030828	2	< 0.1%
1000001	1	< 0.1%
846105	2	< 0.1%
437494	2	< 0.1%
305001	2	< 0.1%
289058	2	< 0.1%
155001	2	< 0.1%
107393	2	< 0.1%

sumClassBDonation
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	2821
Distinct (%)	7.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3365.209342
Minimum	1
Maximum	31044572.33
Zeros	0
Zeros (%)	0.0%
Memory size	294.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	6
Q3	201
95-th percentile	2366
Maximum	31044572.33
Range	31044571.33
Interquartile range (IQR)	200

Descriptive statistics

Standard deviation	228135.4503
Coefficient of variation (CV)	67.79235022
Kurtosis	18190.65033
Mean	3365.209342
Median Absolute Deviation (MAD)	5
Skewness	133.7955175
Sum	126824644.5
Variance	5.204578368 × 10¹⁰
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	18541	49.2%
26	904	2.4%
51	865	2.3%
101	760	2.0%
21	594	1.6%
16	540	1.4%
11	426	1.1%
201	312	0.8%
31	309	0.8%
76	299	0.8%
Other values (2811)	14137	37.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	18541	49.2%
2	19	0.1%
3	31	0.1%
4	21	0.1%
5	10	< 0.1%
5.39	2	< 0.1%
6	225	0.6%
7	11	< 0.1%
8	9	< 0.1%
8.5	4	< 0.1%

Value	Count	Frequency (%)
31044572.33	2	< 0.1%
2094913.7	1	< 0.1%
1840006	2	< 0.1%
1760001	1	< 0.1%
1677379.24	1	< 0.1%
1588110	1	< 0.1%
1270601	2	< 0.1%
992111	1	< 0.1%
946871	1	< 0.1%
700364.24	1	< 0.1%

sumClassCDonation
Real number (ℝ_≥0)

SKEWED

Distinct	3320
Distinct (%)	8.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1146.693525
Minimum	1
Maximum	535326
Zeros	0
Zeros (%)	0.0%
Memory size	294.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	21
95-th percentile	3400.94
Maximum	535326
Range	535325
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	10075.36505
Coefficient of variation (CV)	8.786449767
Kurtosis	995.9970471
Mean	1146.693525
Median Absolute Deviation (MAD)	0
Skewness	26.65834009
Sum	43215438.87
Variance	101512981
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	27741	73.6%
501	230	0.6%
101	221	0.6%
51	221	0.6%
251	198	0.5%
26	190	0.5%
1001	148	0.4%
201	110	0.3%
11	100	0.3%
301	89	0.2%
Other values (3310)	8439	22.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	27741	73.6%
2	35	0.1%
2.1	2	< 0.1%
2.5	2	< 0.1%
3	4	< 0.1%
3.2	2	< 0.1%
3.4	2	< 0.1%
3.7	4	< 0.1%
4	19	0.1%
4.6	4	< 0.1%

Value	Count	Frequency (%)
535326	2	< 0.1%
457037.72	2	< 0.1%
433716.52	1	< 0.1%
337266.93	1	< 0.1%
301350.14	1	< 0.1%
298221	1	< 0.1%
287588.5	2	< 0.1%
278631	2	< 0.1%
271251.4	1	< 0.1%
267537	2	< 0.1%

sumClassDDonation
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	1189
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1170.462614
Minimum	1
Maximum	12094601
Zeros	0
Zeros (%)	0.0%
Memory size	294.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	964.5
Maximum	12094601
Range	12094600
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	88712.92202
Coefficient of variation (CV)	75.79304194
Kurtosis	18328.65113
Mean	1170.462614
Median Absolute Deviation (MAD)	0
Skewness	134.5664897
Sum	44111224.55
Variance	7869982534
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	30694	81.4%
101	928	2.5%
201	363	1.0%
501	247	0.7%
251	225	0.6%
51	185	0.5%
301	155	0.4%
1001	153	0.4%
26	110	0.3%
151	107	0.3%
Other values (1179)	4520	12.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	30694	81.4%
1.6	1	< 0.1%
2	3	< 0.1%
2.78	2	< 0.1%
3	11	< 0.1%
3.25	1	< 0.1%
3.4	1	< 0.1%
3.5	6	< 0.1%
4	6	< 0.1%
4.33	1	< 0.1%

Value	Count	Frequency (%)
12094601	2	< 0.1%
1267551	1	< 0.1%
695101	2	< 0.1%
405833.03	2	< 0.1%
346538.15	2	< 0.1%
314701	1	< 0.1%
258985.32	1	< 0.1%
231412.23	2	< 0.1%
201751	1	< 0.1%
192001	1	< 0.1%

maxClassADonation
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	578.7220262
Minimum	1
Maximum	5685001
Zeros	0
Zeros (%)	0.0%
Memory size	294.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	5685001
Range	5685000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	45392.93227
Coefficient of variation (CV)	78.43650358
Kurtosis	13278.7056
Mean	578.7220262
Median Absolute Deviation (MAD)	0
Skewness	110.0947824
Sum	21810297
Variance	2060518300
Monotocity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
1	37658	99.9%
5001	3	< 0.1%
40001	2	< 0.1%
244332	2	< 0.1%
2000001	2	< 0.1%
25001	2	< 0.1%
100001	2	< 0.1%
846105	2	< 0.1%
72393	2	< 0.1%
289058	2	< 0.1%
Other values (6)	10	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	37658	99.9%
2501	2	< 0.1%
5001	3	< 0.1%
5255	2	< 0.1%
6001	1	< 0.1%
25001	2	< 0.1%
40001	2	< 0.1%
72393	2	< 0.1%
100001	2	< 0.1%
244332	2	< 0.1%

Value	Count	Frequency (%)
5685001	2	< 0.1%
2000001	2	< 0.1%
1066168	2	< 0.1%
1000001	1	< 0.1%
846105	2	< 0.1%
289058	2	< 0.1%
244332	2	< 0.1%
100001	2	< 0.1%
72393	2	< 0.1%
40001	2	< 0.1%

maxClassBDonation
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	602
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1560.802022
Minimum	1
Maximum	15832747
Zeros	0
Zeros (%)	0.0%
Memory size	294.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	6
Q3	51
95-th percentile	501
Maximum	15832747
Range	15832746
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	116899.6026
Coefficient of variation (CV)	74.89713683
Kurtosis	17854.53066
Mean	1560.802022
Median Absolute Deviation (MAD)	5
Skewness	132.1183179
Sum	58821945.81
Variance	1.366551709 × 10¹⁰
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	18541	49.2%
101	2892	7.7%
51	2408	6.4%
26	2278	6.0%
21	1177	3.1%
16	990	2.6%
11	819	2.2%
36	660	1.8%
201	633	1.7%
501	615	1.6%
Other values (592)	6674	17.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	18541	49.2%
2	21	0.1%
3	49	0.1%
4	28	0.1%
5	6	< 0.1%
5.39	2	< 0.1%
6	386	1.0%
6.76	1	< 0.1%
7	3	< 0.1%
8	19	0.1%

Value	Count	Frequency (%)
15832747	2	< 0.1%
1830006	2	< 0.1%
1501001	1	< 0.1%
1000001	1	< 0.1%
580442	2	< 0.1%
558730.5	2	< 0.1%
500001	2	< 0.1%
403070	1	< 0.1%
401261	2	< 0.1%
400001	1	< 0.1%

maxClassCDonation
Real number (ℝ_≥0)

SKEWED

Distinct	412
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	198.3552936
Minimum	1
Maximum	100001
Zeros	0
Zeros (%)	0.0%
Memory size	294.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	11
95-th percentile	751
Maximum	100001
Range	100000
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	1738.999881
Coefficient of variation (CV)	8.767095897
Kurtosis	1312.792037
Mean	198.3552936
Median Absolute Deviation (MAD)	0
Skewness	31.02000162
Sum	7475415.95
Variance	3024120.585
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	27739	73.6%
101	1134	3.0%
251	908	2.4%
501	905	2.4%
51	880	2.3%
26	835	2.2%
1001	775	2.1%
201	276	0.7%
301	224	0.6%
11	214	0.6%
Other values (402)	3797	10.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	27739	73.6%
2	47	0.1%
2.04	2	< 0.1%
2.5	2	< 0.1%
3	4	< 0.1%
3.7	14	< 0.1%
4	32	0.1%
4.5	1	< 0.1%
5	2	< 0.1%
5.2	1	< 0.1%

Value	Count	Frequency (%)
100001	3	< 0.1%
66801	2	< 0.1%
62501	2	< 0.1%
54001	2	< 0.1%
50001	8	< 0.1%
35501	1	< 0.1%
33401	3	< 0.1%
32001	2	< 0.1%
30801	2	< 0.1%
30401	1	< 0.1%

maxClassDDonation
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	341
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	212.1943116
Minimum	1
Maximum	1200001
Zeros	0
Zeros (%)	0.0%
Memory size	294.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	401
Maximum	1200001
Range	1200000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9388.645049
Coefficient of variation (CV)	44.24550771
Kurtosis	14393.84594
Mean	212.1943116
Median Absolute Deviation (MAD)	0
Skewness	115.9107361
Sum	7996967.02
Variance	88146655.86
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	30694	81.4%
101	1696	4.5%
501	681	1.8%
251	572	1.5%
1001	539	1.4%
201	377	1.0%
51	362	1.0%
26	197	0.5%
151	169	0.4%
109.99	164	0.4%
Other values (331)	2236	5.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	30694	81.4%
1.3	1	< 0.1%
2	20	0.1%
2.25	6	< 0.1%
2.38	1	< 0.1%
2.43	1	< 0.1%
2.5	1	< 0.1%
2.78	2	< 0.1%
3	11	< 0.1%
3.25	1	< 0.1%

Value	Count	Frequency (%)
1200001	2	< 0.1%
500001	1	< 0.1%
250001	2	< 0.1%
125001	1	< 0.1%
100001	2	< 0.1%
50001	2	< 0.1%
34801	1	< 0.1%
31001	1	< 0.1%
27201	3	< 0.1%
25001	11	< 0.1%

sumCauseADonations
Real number (ℝ_≥0)

ZEROS

Distinct	1182
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2713800983
Minimum	0
Maximum	5.485917482
Zeros	33076
Zeros (%)	87.8%
Memory size	294.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2.404833717
Maximum	5.485917482
Range	5.485917482
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7738068802
Coefficient of variation (CV)	2.851376667
Kurtosis	7.035423869
Mean	0.2713800983
Median Absolute Deviation (MAD)	0
Skewness	2.831463512
Sum	10227.50177
Variance	0.5987770879
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	33076	87.8%
1.204119983	282	0.7%
1.414973348	262	0.7%
1.707570176	173	0.5%
1.041392685	152	0.4%
2.004321374	119	0.3%
1.322219295	114	0.3%
1.491361694	79	0.2%
1.880813592	68	0.2%
1.556302501	63	0.2%
Other values (1172)	3299	8.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	33076	87.8%
0.3010299957	8	< 0.1%
0.4771212547	10	< 0.1%
0.6020599913	3	< 0.1%
0.6989700043	2	< 0.1%
0.7781512504	58	0.2%
0.7888751158	2	< 0.1%
0.8750612634	2	< 0.1%
0.9542425094	4	< 0.1%
1.041392685	152	0.4%

Value	Count	Frequency (%)
5.485917482	1	< 0.1%
5.322159213	1	< 0.1%
5.176094154	2	< 0.1%
5.109203819	4	< 0.1%
5.072995758	2	< 0.1%
5.058668918	1	< 0.1%
4.812811787	2	< 0.1%
4.796477196	1	< 0.1%
4.738476049	3	< 0.1%
4.729043235	2	< 0.1%

sumCauseBDonations
Real number (ℝ_≥0)

ZEROS

Distinct	277
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.059717547
Minimum	0
Maximum	4.606392115
Zeros	36434
Zeros (%)	96.7%
Memory size	294.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4.606392115
Range	4.606392115
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3444077203
Coefficient of variation (CV)	5.767278424
Kurtosis	41.53761192
Mean	0.059717547
Median Absolute Deviation (MAD)	0
Skewness	6.280315682
Sum	2250.575194
Variance	0.1186166778
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	36434	96.7%
1.414973348	118	0.3%
1.204119983	104	0.3%
1.041392685	78	0.2%
1.707570176	63	0.2%
0.7781512504	60	0.2%
1.322219295	53	0.1%
2.004321374	36	0.1%
1.491361694	35	0.1%
1.880813592	32	0.1%
Other values (267)	674	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	36434	96.7%
0.09691001301	1	< 0.1%
0.3010299957	2	< 0.1%
0.4771212547	10	< 0.1%
0.6020599913	12	< 0.1%
0.6989700043	2	< 0.1%
0.7315887652	2	< 0.1%
0.7781512504	60	0.2%
0.84509804	2	< 0.1%
0.903089987	4	< 0.1%

Value	Count	Frequency (%)
4.606392115	1	< 0.1%
4.24345973	1	< 0.1%
4.154315614	1	< 0.1%
3.67678503	1	< 0.1%
3.592287816	2	< 0.1%
3.583312152	1	< 0.1%
3.579326204	1	< 0.1%
3.567731963	2	< 0.1%
3.546419267	2	< 0.1%
3.51054501	1	< 0.1%

sumCauseCDonations
Real number (ℝ_≥0)

ZEROS

Distinct	1129
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.6726859483
Minimum	0
Maximum	7.491975679
Zeros	25658
Zeros (%)	68.1%
Memory size	294.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1.491361694
95-th percentile	2.835371015
Maximum	7.491975679
Range	7.491975679
Interquartile range (IQR)	1.491361694

Descriptive statistics

Standard deviation	1.062081245
Coefficient of variation (CV)	1.578866405
Kurtosis	0.4816764651
Mean	0.6726859483
Median Absolute Deviation (MAD)	0
Skewness	1.278067728
Sum	25351.51533
Variance	1.128016571
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	25658	68.1%
1.414973348	988	2.6%
1.707570176	898	2.4%
2.004321374	794	2.1%
1.204119983	579	1.5%
1.322219295	363	1.0%
1.041392685	344	0.9%
1.491361694	295	0.8%
2.303196057	272	0.7%
1.880813592	262	0.7%
Other values (1119)	7234	19.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	25658	68.1%
0.3010299957	5	< 0.1%
0.4771212547	11	< 0.1%
0.6020599913	19	0.1%
0.6989700043	9	< 0.1%
0.7781512504	135	0.4%
0.84509804	9	< 0.1%
0.903089987	6	< 0.1%
0.9542425094	9	< 0.1%
1	1	< 0.1%

Value	Count	Frequency (%)
7.491975679	2	< 0.1%
6.662757926	2	< 0.1%
6.104009193	2	< 0.1%
5.799506308	1	< 0.1%
5.770947693	2	< 0.1%
5.594412231	2	< 0.1%
5.476340271	1	< 0.1%
5.47111994	2	< 0.1%
5.460984993	2	< 0.1%
5.437215957	1	< 0.1%

sumCauseDDonations
Real number (ℝ_≥0)

ZEROS

Distinct	739
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4200198074
Minimum	0
Maximum	5.996560265
Zeros	29795
Zeros (%)	79.1%
Memory size	294.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2.478566496
Maximum	5.996560265
Range	5.996560265
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.8727693541
Coefficient of variation (CV)	2.077924276
Kurtosis	2.321035286
Mean	0.4200198074
Median Absolute Deviation (MAD)	0
Skewness	1.888481494
Sum	15829.28648
Variance	0.7617263455
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	29795	79.1%
1.322219295	656	1.7%
1.707570176	446	1.2%
2.004321374	390	1.0%
1.414973348	321	0.9%
1.041392685	303	0.8%
1.556302501	250	0.7%
0.7781512504	234	0.6%
1.612783857	206	0.5%
1.491361694	167	0.4%
Other values (729)	4919	13.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	29795	79.1%
0.004321373783	2	< 0.1%
0.3010299957	20	0.1%
0.4771212547	18	< 0.1%
0.6020599913	37	0.1%
0.6989700043	7	< 0.1%
0.7634279936	2	< 0.1%
0.7781512504	234	0.6%
0.8129133566	1	< 0.1%
0.84509804	3	< 0.1%

Value	Count	Frequency (%)
5.996560265	1	< 0.1%
5.595691357	1	< 0.1%
5.310303738	1	< 0.1%
5.038234569	2	< 0.1%
4.702611455	2	< 0.1%
4.683956122	1	< 0.1%
4.585912274	2	< 0.1%
4.447173542	2	< 0.1%
4.403137687	1	< 0.1%
4.39795738	2	< 0.1%

sumCauseEDonations
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	43
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.00851169621
Minimum	0
Maximum	5.787977707
Zeros	37580
Zeros (%)	99.7%
Memory size	294.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5.787977707
Range	5.787977707
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1672587505
Coefficient of variation (CV)	19.65046055
Kurtosis	485.4401375
Mean	0.00851169621
Median Absolute Deviation (MAD)	0
Skewness	21.28377585
Sum	320.7802951
Variance	0.02797548963
Monotocity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
0	37580	99.7%
3.255513713	10	< 0.1%
2.399673721	9	< 0.1%
2.004321374	7	< 0.1%
3.000434077	6	< 0.1%
1.707570176	5	< 0.1%
2.303196057	5	< 0.1%
2.654176542	4	< 0.1%
1.414973348	4	< 0.1%
3.176380692	4	< 0.1%
Other values (33)	53	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	37580	99.7%
1.079181246	2	< 0.1%
1.414973348	4	< 0.1%
1.707570176	5	< 0.1%
1.819543936	1	< 0.1%
2.004321374	7	< 0.1%
2.178976947	2	< 0.1%
2.303196057	5	< 0.1%
2.399673721	9	< 0.1%
2.557507202	2	< 0.1%

Value	Count	Frequency (%)
5.787977707	2	< 0.1%
4.796928007	2	< 0.1%
4.640491375	2	< 0.1%
4.629980128	2	< 0.1%
4.58547201	2	< 0.1%
4.321722674	2	< 0.1%
4.004364371	2	< 0.1%
4.000043427	1	< 0.1%
3.977769318	2	< 0.1%
3.785401025	1	< 0.1%

rolling_avg
Real number (ℝ_≥0)

SKEWED

Distinct	3432
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	703.3424978
Minimum	0.01
Maximum	1242103.76
Zeros	0
Zeros (%)	0.0%
Memory size	294.6 KiB

Quantile statistics

Minimum	0.01
5-th percentile	15
Q1	25.28333333
median	62.5
Q3	140
95-th percentile	1250
Maximum	1242103.76
Range	1242103.75
Interquartile range (IQR)	114.7166667

Descriptive statistics

Standard deviation	9934.6876
Coefficient of variation (CV)	14.1249642
Kurtosis	6890.998253
Mean	703.3424978
Median Absolute Deviation (MAD)	37.5
Skewness	65.93294395
Sum	26506868.71
Variance	98698017.7
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	5516	14.6%
25	4692	12.4%
50	4047	10.7%
20	1540	4.1%
10	1206	3.2%
30	907	2.4%
150	794	2.1%
200	777	2.1%
15	700	1.9%
75	606	1.6%
Other values (3422)	16902	44.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.01	1	< 0.1%
1	39	0.1%
1.666666667	1	< 0.1%
2	19	0.1%
2.086666667	1	< 0.1%
2.1	1	< 0.1%
2.5	2	< 0.1%
3	21	0.1%
3.5	1	< 0.1%
3.666666667	2	< 0.1%

Value	Count	Frequency (%)
1242103.76	1	< 0.1%
458758.3333	1	< 0.1%
344400	1	< 0.1%
336592	1	< 0.1%
314394.6933	1	< 0.1%
302631.525	1	< 0.1%
300000	1	< 0.1%
297521.4836	1	< 0.1%
294269.6667	1	< 0.1%
267869	1	< 0.1%

20k_donor
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.1 MiB

0	36864
1	823

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37687
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	0
5th row	0

Value	Count	Frequency (%)
0	36864	97.8%
1	823	2.2%

Histogram of lengths of the category

Value	Count	Frequency (%)
0	36864	97.8%
1	823	2.2%

Most occurring characters

Value	Count	Frequency (%)
0	36864	97.8%
1	823	2.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37687	100.0%

Most frequent character per category

Value	Count	Frequency (%)
0	36864	97.8%
1	823	2.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	37687	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	36864	97.8%
1	823	2.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37687	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	36864	97.8%
1	823	2.2%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	cand_id	totalHouseholdDebt	primaryPropertyLoanToValue	primaryPropertyValue	propertyCount	isClassBDonor	isClassCDonor	isClassDDonor	NetWorth	sumClassADonation	sumClassBDonation	sumClassCDonation	sumClassDDonation	maxClassADonation	maxClassBDonation	maxClassCDonation	maxClassDDonation	sumCauseADonations	sumCauseCDonations	rolling_avg	20k_donor
0	0	candidate_0	6.085778	0.336380	2215000.0	4.0	0.0	1.0	1.0	14011369.0	1.0	1.0	9311.0	2134.97	1.0	1.0	751.0	751.0	0.000000	0.000000	4965.150833	1
1	1	candidate_1	6.480672	0.828664	3650000.0	1.0	1.0	0.0	1.0	5812754.0	1.0	1751.0	1.0	501.00	1.0	1751.0	1.0	251.0	0.000000	0.000000	25000.000000	1
2	2	candidate_10	4.667154	0.078097	595000.0	1.0	1.0	0.0	0.0	954112.0	1.0	146.0	1.0	1.00	1.0	41.0	1.0	1.0	0.000000	2.164353	85.000000	0
3	3	candidate_100	5.691965	0.242424	2029500.0	3.0	1.0	1.0	0.0	10833760.0	1.0	912.0	61.5	1.00	1.0	61.0	16.0	1.0	2.935507	1.707570	130.800000	0
4	4	candidate_1000	0.000000	0.000000	394446.0	1.0	0.0	0.0	1.0	626163.0	1.0	1.0	1.0	126.00	1.0	1.0	1.0	76.0	0.000000	0.000000	35.000000	0
5	5	candidate_10000	5.586137	0.498600	773366.0	1.0	1.0	0.0	0.0	811983.0	1.0	14126.0	1.0	1.00	1.0	14126.0	1.0	1.0	0.000000	0.000000	187.500000	0
6	6	candidate_100000	5.439333	0.161031	1707751.0	1.0	0.0	0.0	0.0	3424267.0	1.0	1.0	1.0	1.00	1.0	1.0	1.0	1.0	0.000000	0.000000	195.000000	0
7	7	candidate_100001	0.000000	0.000000	1049928.0	1.0	0.0	0.0	0.0	1965455.0	1.0	1.0	1.0	1.00	1.0	1.0	1.0	1.0	0.000000	0.000000	1000.000000	0
8	8	candidate_100002	0.000000	0.000000	887819.0	1.0	0.0	0.0	0.0	3916996.0	1.0	1.0	1.0	1.00	1.0	1.0	1.0	1.0	0.000000	0.000000	80.000000	0
9	9	candidate_100003	5.727541	0.311833	718333.0	2.0	0.0	0.0	0.0	1919881.0	1.0	1.0	1.0	1.00	1.0	1.0	1.0	1.0	0.000000	0.000000	60.000000	0

Last rows

	df_index	cand_id	totalHouseholdDebt	primaryPropertyLoanToValue	primaryPropertyValue	propertyCount	NetWorth	sumClassADonation	sumClassBDonation	sumClassCDonation	sumClassDDonation	maxClassADonation	maxClassBDonation	maxClassCDonation	maxClassDDonation	rolling_avg
37677	74593	candidate_99988	3.189209	0.003447	448517.0	1.0	721683.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	100.0
37678	74594	candidate_99989	5.509600	0.224877	718830.0	2.0	3118570.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	100.0
37679	74595	candidate_99990	5.596966	0.711507	555632.0	2.0	1086061.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	100.0
37680	74596	candidate_99991	4.842734	0.029867	2331000.0	1.0	5227531.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	100.0
37681	74597	candidate_99992	5.799318	0.945827	666049.0	1.0	350499.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	100.0
37682	74598	candidate_99993	5.498311	0.760862	414004.0	1.0	301354.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	200.0
37683	74599	candidate_99994	5.156189	0.078307	1829724.0	1.0	7756631.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	150.0
37684	74600	candidate_99996	4.129303	0.020499	657000.0	1.0	1109093.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	200.0
37685	74601	candidate_99997	5.715091	0.101697	3031458.0	2.0	11717466.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	60.0
37686	74602	candidate_99999	5.762679	0.656262	882270.0	1.0	878135.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	18.0

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows